Table 6 Ablation study results on the power dataset.

From: Research on encrypted malicious traffic detection in power information interaction: application of the electricity multi-granularity flow representation learning approach

Model

Precision (%)

Recall (%)

F1-score (%)

FPR (%)

Multi-head Attention-only

85.2

86.7

85.9

8.3

BiLSTM-only

87.5

88.9

88.2

7.6

E-MGFlow (full model)

93.6

93.8

93.7

6.5

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